Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 15706 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 11 |
Degree is highly correlated with betweenesscentrality and 2 other fields | High correlation |
Eccentricity is highly correlated with closnesscentrality and 1 other fields | High correlation |
closnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
harmonicclosnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
betweenesscentrality is highly correlated with Degree and 1 other fields | High correlation |
triangles is highly correlated with Degree and 1 other fields | High correlation |
eigencentrality is highly correlated with Degree and 2 other fields | High correlation |
Degree is highly correlated with betweenesscentrality and 2 other fields | High correlation |
Eccentricity is highly correlated with closnesscentrality and 1 other fields | High correlation |
closnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
harmonicclosnesscentrality is highly correlated with Eccentricity and 2 other fields | High correlation |
betweenesscentrality is highly correlated with Degree and 1 other fields | High correlation |
triangles is highly correlated with Degree and 1 other fields | High correlation |
eigencentrality is highly correlated with Degree and 3 other fields | High correlation |
Degree is highly correlated with betweenesscentrality and 2 other fields | High correlation |
Eccentricity is highly correlated with closnesscentrality and 1 other fields | High correlation |
closnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
harmonicclosnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
betweenesscentrality is highly correlated with Degree | High correlation |
triangles is highly correlated with Degree | High correlation |
eigencentrality is highly correlated with Degree | High correlation |
Eccentricity is highly correlated with betweenesscentrality and 2 other fields | High correlation |
betweenesscentrality is highly correlated with Eccentricity and 3 other fields | High correlation |
Degree is highly correlated with betweenesscentrality and 2 other fields | High correlation |
closnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
triangles is highly correlated with betweenesscentrality and 2 other fields | High correlation |
eigencentrality is highly correlated with betweenesscentrality and 2 other fields | High correlation |
harmonicclosnesscentrality is highly correlated with Eccentricity and 1 other fields | High correlation |
betweenesscentrality is highly skewed (γ1 = 26.70795507) | Skewed |
category has 565 (3.6%) zeros | Zeros |
avg_rating has 2263 (14.4%) zeros | Zeros |
betweenesscentrality has 4719 (30.0%) zeros | Zeros |
modularity_class has 246 (1.6%) zeros | Zeros |
triangles has 8841 (56.3%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-03 19:29:18.147057 |
|---|---|
| Analysis finished | 2021-12-03 19:29:35.238245 |
| Duration | 17.09 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
group
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 122.8 KiB |
| Book | |
|---|---|
| DVD | 884 |
| Video | 461 |
| Music | 53 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.976442124 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62454 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Book |
|---|---|
| 2nd row | Book |
| 3rd row | Book |
| 4th row | Book |
| 5th row | Book |
Common Values
| Value | Count | Frequency (%) |
| Book | 14308 | |
| DVD | 884 | 5.6% |
| Video | 461 | 2.9% |
| Music | 53 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| book | 14308 | |
| dvd | 884 | 5.6% |
| video | 461 | 2.9% |
| music | 53 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 29077 | |
| B | 14308 | |
| k | 14308 | |
| D | 1768 | 2.8% |
| V | 1345 | 2.2% |
| i | 514 | 0.8% |
| d | 461 | 0.7% |
| e | 461 | 0.7% |
| M | 53 | 0.1% |
| u | 53 | 0.1% |
| Other values (2) | 106 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44980 | |
| Uppercase Letter | 17474 | 28.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 29077 | |
| k | 14308 | |
| i | 514 | 1.1% |
| d | 461 | 1.0% |
| e | 461 | 1.0% |
| u | 53 | 0.1% |
| s | 53 | 0.1% |
| c | 53 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 14308 | |
| D | 1768 | 10.1% |
| V | 1345 | 7.7% |
| M | 53 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62454 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 29077 | |
| B | 14308 | |
| k | 14308 | |
| D | 1768 | 2.8% |
| V | 1345 | 2.2% |
| i | 514 | 0.8% |
| d | 461 | 0.7% |
| e | 461 | 0.7% |
| M | 53 | 0.1% |
| u | 53 | 0.1% |
| Other values (2) | 106 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 62454 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 29077 | |
| B | 14308 | |
| k | 14308 | |
| D | 1768 | 2.8% |
| V | 1345 | 2.2% |
| i | 514 | 0.8% |
| d | 461 | 0.7% |
| e | 461 | 0.7% |
| M | 53 | 0.1% |
| u | 53 | 0.1% |
| Other values (2) | 106 | 0.2% |
sales_rank
Real number (ℝ≥0)
| Distinct | 15393 |
|---|---|
| Distinct (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 280895.0623 |
| Minimum | 16 |
|---|---|
| Maximum | 2776380 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 3474 |
| Q1 | 37447 |
| median | 173321 |
| Q3 | 429037.25 |
| 95-th percentile | 886637.75 |
| Maximum | 2776380 |
| Range | 2776364 |
| Interquartile range (IQR) | 391590.25 |
Descriptive statistics
| Standard deviation | 312256.5072 |
|---|---|
| Coefficient of variation (CV) | 1.11164826 |
| Kurtosis | 4.644929623 |
| Mean | 280895.0623 |
| Median Absolute Deviation (MAD) | 154569.5 |
| Skewness | 1.800714888 |
| Sum | 4411737849 |
| Variance | 9.750412632 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 215 | 3 | < 0.1% |
| 509004 | 3 | < 0.1% |
| 3871 | 3 | < 0.1% |
| 126 | 3 | < 0.1% |
| 10603 | 3 | < 0.1% |
| 143 | 3 | < 0.1% |
| 5327 | 3 | < 0.1% |
| 5797 | 3 | < 0.1% |
| 25258 | 3 | < 0.1% |
| 333 | 3 | < 0.1% |
| Other values (15383) | 15676 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 21 | 1 | |
| 23 | 1 | |
| 26 | 1 | |
| 29 | 1 | |
| 32 | 1 | |
| 37 | 1 | |
| 53 | 1 | |
| 60 | 1 | |
| 61 | 1 |
| Value | Count | Frequency (%) |
| 2776380 | 1 | |
| 2767002 | 1 | |
| 2706786 | 1 | |
| 2538001 | 1 | |
| 2378464 | 1 | |
| 2354557 | 1 | |
| 2339754 | 1 | |
| 2261847 | 1 | |
| 2257752 | 1 | |
| 2256332 | 1 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.965172546 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 565 |
| Zeros (%) | 3.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.17724549 |
|---|---|
| Coefficient of variation (CV) | 0.5490922437 |
| Kurtosis | -0.4750508605 |
| Mean | 3.965172546 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3785885744 |
| Sum | 62277 |
| Variance | 4.740397923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 2754 | |
| 4 | 2734 | |
| 2 | 2589 | |
| 5 | 1978 | |
| 6 | 1654 | |
| 1 | 1273 | |
| 7 | 922 | 5.9% |
| 8 | 773 | 4.9% |
| 0 | 565 | 3.6% |
| 9 | 464 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 565 | 3.6% |
| 1 | 1273 | |
| 2 | 2589 | |
| 3 | 2754 | |
| 4 | 2734 | |
| 5 | 1978 | |
| 6 | 1654 | |
| 7 | 922 | 5.9% |
| 8 | 773 | 4.9% |
| 9 | 464 | 3.0% |
| Value | Count | Frequency (%) |
| 9 | 464 | 3.0% |
| 8 | 773 | 4.9% |
| 7 | 922 | 5.9% |
| 6 | 1654 | |
| 5 | 1978 | |
| 4 | 2734 | |
| 3 | 2754 | |
| 2 | 2589 | |
| 1 | 1273 | |
| 0 | 565 | 3.6% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.714758691 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2263 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.5 |
| median | 4.5 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.632859002 |
|---|---|
| Coefficient of variation (CV) | 0.4395599118 |
| Kurtosis | 1.003913538 |
| Mean | 3.714758691 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -1.566396262 |
| Sum | 58344 |
| Variance | 2.666228522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.5 | 4387 | |
| 5 | 3983 | |
| 4 | 3156 | |
| 0 | 2263 | |
| 3.5 | 1124 | 7.2% |
| 3 | 504 | 3.2% |
| 2.5 | 164 | 1.0% |
| 2 | 76 | 0.5% |
| 1 | 36 | 0.2% |
| 1.5 | 13 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2263 | |
| 1 | 36 | 0.2% |
| 1.5 | 13 | 0.1% |
| 2 | 76 | 0.5% |
| 2.5 | 164 | 1.0% |
| 3 | 504 | 3.2% |
| 3.5 | 1124 | 7.2% |
| 4 | 3156 | |
| 4.5 | 4387 | |
| 5 | 3983 |
| Value | Count | Frequency (%) |
| 5 | 3983 | |
| 4.5 | 4387 | |
| 4 | 3156 | |
| 3.5 | 1124 | 7.2% |
| 3 | 504 | 3.2% |
| 2.5 | 164 | 1.0% |
| 2 | 76 | 0.5% |
| 1.5 | 13 | 0.1% |
| 1 | 36 | 0.2% |
| 0 | 2263 |
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.511524258 |
| Minimum | 1 |
|---|---|
| Maximum | 549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 549 |
| Range | 548 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 11.87046293 |
|---|---|
| Coefficient of variation (CV) | 2.631142436 |
| Kurtosis | 434.1583941 |
| Mean | 4.511524258 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 16.4199566 |
| Sum | 70858 |
| Variance | 140.9078901 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4219 | |
| 5 | 3435 | |
| 4 | 2383 | |
| 2 | 2133 | |
| 3 | 1988 | |
| 6 | 374 | 2.4% |
| 7 | 230 | 1.5% |
| 8 | 163 | 1.0% |
| 9 | 113 | 0.7% |
| 10 | 98 | 0.6% |
| Other values (106) | 570 | 3.6% |
| Value | Count | Frequency (%) |
| 1 | 4219 | |
| 2 | 2133 | |
| 3 | 1988 | |
| 4 | 2383 | |
| 5 | 3435 | |
| 6 | 374 | 2.4% |
| 7 | 230 | 1.5% |
| 8 | 163 | 1.0% |
| 9 | 113 | 0.7% |
| 10 | 98 | 0.6% |
| Value | Count | Frequency (%) |
| 549 | 1 | |
| 324 | 1 | |
| 254 | 1 | |
| 225 | 1 | |
| 223 | 1 | |
| 219 | 1 | |
| 213 | 1 | |
| 207 | 1 | |
| 201 | 1 | |
| 196 | 2 |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.32006876 |
| Minimum | 2 |
|---|---|
| Maximum | 18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 13 |
| median | 14 |
| Q3 | 16 |
| 95-th percentile | 17 |
| Maximum | 18 |
| Range | 16 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.038096482 |
|---|---|
| Coefficient of variation (CV) | 0.1423244899 |
| Kurtosis | 6.455514962 |
| Mean | 14.32006876 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.422818598 |
| Sum | 224911 |
| Variance | 4.15383727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 3060 | |
| 15 | 2993 | |
| 13 | 2804 | |
| 16 | 2434 | |
| 12 | 1653 | |
| 17 | 1653 | |
| 18 | 422 | 2.7% |
| 11 | 376 | 2.4% |
| 10 | 161 | 1.0% |
| 3 | 102 | 0.6% |
| Other values (3) | 48 | 0.3% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 102 | 0.6% |
| 4 | 46 | 0.3% |
| 9 | 1 | < 0.1% |
| 10 | 161 | 1.0% |
| 11 | 376 | 2.4% |
| 12 | 1653 | |
| 13 | 2804 | |
| 14 | 3060 | |
| 15 | 2993 |
| Value | Count | Frequency (%) |
| 18 | 422 | 2.7% |
| 17 | 1653 | |
| 16 | 2434 | |
| 15 | 2993 | |
| 14 | 3060 | |
| 13 | 2804 | |
| 12 | 1653 | |
| 11 | 376 | 2.4% |
| 10 | 161 | 1.0% |
| 9 | 1 | < 0.1% |
closnesscentrality
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 5935 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1207422877 |
| Minimum | 0.072685 |
|---|---|
| Maximum | 0.762887 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0.072685 |
|---|---|
| 5-th percentile | 0.092818 |
| Q1 | 0.107604 |
| median | 0.117891 |
| Q3 | 0.12996 |
| 95-th percentile | 0.1471995 |
| Maximum | 0.762887 |
| Range | 0.690202 |
| Interquartile range (IQR) | 0.022356 |
Descriptive statistics
| Standard deviation | 0.03263338363 |
|---|---|
| Coefficient of variation (CV) | 0.2702730275 |
| Kurtosis | 72.87452559 |
| Mean | 0.1207422877 |
| Median Absolute Deviation (MAD) | 0.0114465 |
| Skewness | 7.308895916 |
| Sum | 1896.37837 |
| Variance | 0.001064937727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.112923 | 201 | 1.3% |
| 0.112925 | 84 | 0.5% |
| 0.112928 | 61 | 0.4% |
| 0.112927 | 59 | 0.4% |
| 0.105661 | 57 | 0.4% |
| 0.112924 | 52 | 0.3% |
| 0.105659 | 50 | 0.3% |
| 0.129867 | 49 | 0.3% |
| 0.101469 | 46 | 0.3% |
| 0.078383 | 42 | 0.3% |
| Other values (5925) | 15005 |
| Value | Count | Frequency (%) |
| 0.072685 | 9 | |
| 0.072686 | 19 | |
| 0.072687 | 13 | |
| 0.072688 | 16 | |
| 0.072689 | 5 | < 0.1% |
| 0.07269 | 7 | < 0.1% |
| 0.072692 | 2 | < 0.1% |
| 0.072693 | 3 | < 0.1% |
| 0.072695 | 1 | < 0.1% |
| 0.072697 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.762887 | 1 | < 0.1% |
| 0.519298 | 1 | < 0.1% |
| 0.513889 | 1 | < 0.1% |
| 0.474359 | 2 | < 0.1% |
| 0.472843 | 1 | < 0.1% |
| 0.458204 | 1 | < 0.1% |
| 0.448485 | 1 | < 0.1% |
| 0.44713 | 4 | |
| 0.445783 | 3 | < 0.1% |
| 0.444444 | 8 |
harmonicclosnesscentrality
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 7018 |
|---|---|
| Distinct (%) | 44.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1324126644 |
| Minimum | 0.077835 |
|---|---|
| Maximum | 0.844595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0.077835 |
|---|---|
| 5-th percentile | 0.1014215 |
| Q1 | 0.117598 |
| median | 0.12914 |
| Q3 | 0.142951 |
| 95-th percentile | 0.163358 |
| Maximum | 0.844595 |
| Range | 0.76676 |
| Interquartile range (IQR) | 0.025353 |
Descriptive statistics
| Standard deviation | 0.03514497208 |
|---|---|
| Coefficient of variation (CV) | 0.2654200203 |
| Kurtosis | 67.89098837 |
| Mean | 0.1324126644 |
| Median Absolute Deviation (MAD) | 0.012824 |
| Skewness | 6.793061653 |
| Sum | 2079.673307 |
| Variance | 0.001235169062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.131631 | 201 | 1.3% |
| 0.131674 | 72 | 0.5% |
| 0.131717 | 53 | 0.3% |
| 0.131663 | 52 | 0.3% |
| 0.11397 | 50 | 0.3% |
| 0.113954 | 44 | 0.3% |
| 0.140068 | 42 | 0.3% |
| 0.123311 | 41 | 0.3% |
| 0.138355 | 40 | 0.3% |
| 0.112735 | 38 | 0.2% |
| Other values (7008) | 15073 |
| Value | Count | Frequency (%) |
| 0.077835 | 7 | |
| 0.077846 | 2 | < 0.1% |
| 0.077851 | 3 | < 0.1% |
| 0.077856 | 3 | < 0.1% |
| 0.077862 | 1 | < 0.1% |
| 0.077878 | 2 | < 0.1% |
| 0.077888 | 1 | < 0.1% |
| 0.077894 | 8 | |
| 0.077899 | 2 | < 0.1% |
| 0.07791 | 6 |
| Value | Count | Frequency (%) |
| 0.844595 | 1 | |
| 0.606982 | 1 | |
| 0.603604 | 1 | |
| 0.533784 | 1 | |
| 0.532658 | 1 | |
| 0.529279 | 1 | |
| 0.496622 | 1 | |
| 0.47973 | 1 | |
| 0.478604 | 2 | |
| 0.477477 | 1 |
betweenesscentrality
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 5995 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58835.04419 |
| Minimum | 0 |
|---|---|
| Maximum | 30043724.2 |
| Zeros | 4719 |
| Zeros (%) | 30.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 721.671529 |
| Q3 | 15555 |
| 95-th percentile | 93639.43184 |
| Maximum | 30043724.2 |
| Range | 30043724.2 |
| Interquartile range (IQR) | 15555 |
Descriptive statistics
| Standard deviation | 505180.6561 |
|---|---|
| Coefficient of variation (CV) | 8.586390357 |
| Kurtosis | 1113.272852 |
| Mean | 58835.04419 |
| Median Absolute Deviation (MAD) | 721.671529 |
| Skewness | 26.70795507 |
| Sum | 924063204 |
| Variance | 2.552074953 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4719 | |
| 15555 | 427 | 2.7% |
| 31109 | 306 | 1.9% |
| 0.2 | 230 | 1.5% |
| 0.25 | 182 | 1.2% |
| 0.333333 | 174 | 1.1% |
| 46662 | 170 | 1.1% |
| 7777 | 118 | 0.8% |
| 0.5 | 102 | 0.6% |
| 1 | 65 | 0.4% |
| Other values (5985) | 9213 |
| Value | Count | Frequency (%) |
| 0 | 4719 | |
| 0.052632 | 3 | < 0.1% |
| 0.055556 | 2 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.111111 | 3 | < 0.1% |
| 0.125 | 3 | < 0.1% |
| 0.142857 | 8 | 0.1% |
| 0.166667 | 12 | 0.1% |
| 0.171429 | 1 | < 0.1% |
| 0.185965 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30043724.2 | 1 | |
| 18801887.48 | 1 | |
| 16353974.87 | 1 | |
| 12968098.11 | 1 | |
| 11980165.12 | 1 | |
| 10769213.47 | 1 | |
| 9890072.106 | 1 | |
| 9862188.471 | 1 | |
| 9648958.279 | 1 | |
| 8898105.298 | 1 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.86705718 |
| Minimum | 0 |
|---|---|
| Maximum | 38 |
| Zeros | 246 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 15 |
| Q3 | 26 |
| 95-th percentile | 35 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 10.96208747 |
|---|---|
| Coefficient of variation (CV) | 0.6499110874 |
| Kurtosis | -1.201104857 |
| Mean | 16.86705718 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.1807779518 |
| Sum | 264914 |
| Variance | 120.1673617 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1123 | 7.2% |
| 31 | 1019 | 6.5% |
| 15 | 789 | 5.0% |
| 12 | 751 | 4.8% |
| 26 | 727 | 4.6% |
| 1 | 724 | 4.6% |
| 19 | 701 | 4.5% |
| 20 | 700 | 4.5% |
| 4 | 698 | 4.4% |
| 6 | 672 | 4.3% |
| Other values (29) | 7802 |
| Value | Count | Frequency (%) |
| 0 | 246 | 1.6% |
| 1 | 724 | |
| 2 | 246 | 1.6% |
| 3 | 1123 | |
| 4 | 698 | |
| 5 | 162 | 1.0% |
| 6 | 672 | |
| 7 | 529 | |
| 8 | 212 | 1.3% |
| 9 | 267 | 1.7% |
| Value | Count | Frequency (%) |
| 38 | 161 | 1.0% |
| 37 | 167 | 1.1% |
| 36 | 240 | 1.5% |
| 35 | 313 | 2.0% |
| 34 | 280 | 1.8% |
| 33 | 170 | 1.1% |
| 32 | 298 | 1.9% |
| 31 | 1019 | |
| 30 | 191 | 1.2% |
| 29 | 500 |
triangles
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 124 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.536992232 |
| Minimum | 0 |
|---|---|
| Maximum | 363 |
| Zeros | 8841 |
| Zeros (%) | 56.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 363 |
| Range | 363 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 11.56054342 |
|---|---|
| Coefficient of variation (CV) | 4.556791019 |
| Kurtosis | 265.354541 |
| Mean | 2.536992232 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.18492382 |
| Sum | 39846 |
| Variance | 133.6461641 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8841 | |
| 1 | 1989 | 12.7% |
| 2 | 1525 | 9.7% |
| 3 | 977 | 6.2% |
| 4 | 673 | 4.3% |
| 5 | 457 | 2.9% |
| 6 | 301 | 1.9% |
| 7 | 170 | 1.1% |
| 8 | 98 | 0.6% |
| 9 | 73 | 0.5% |
| Other values (114) | 602 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 8841 | |
| 1 | 1989 | 12.7% |
| 2 | 1525 | 9.7% |
| 3 | 977 | 6.2% |
| 4 | 673 | 4.3% |
| 5 | 457 | 2.9% |
| 6 | 301 | 1.9% |
| 7 | 170 | 1.1% |
| 8 | 98 | 0.6% |
| 9 | 73 | 0.5% |
| Value | Count | Frequency (%) |
| 363 | 1 | |
| 298 | 1 | |
| 276 | 1 | |
| 274 | 1 | |
| 251 | 1 | |
| 248 | 1 | |
| 231 | 1 | |
| 228 | 1 | |
| 211 | 1 | |
| 207 | 1 |
eigencentrality
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 7375 |
|---|---|
| Distinct (%) | 47.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01339435872 |
| Minimum | 0.000672 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 122.8 KiB |
Quantile statistics
| Minimum | 0.000672 |
|---|---|
| 5-th percentile | 0.000799 |
| Q1 | 0.001793 |
| median | 0.009573 |
| Q3 | 0.017024 |
| 95-th percentile | 0.04110475 |
| Maximum | 1 |
| Range | 0.999328 |
| Interquartile range (IQR) | 0.015231 |
Descriptive statistics
| Standard deviation | 0.01974012599 |
|---|---|
| Coefficient of variation (CV) | 1.473764173 |
| Kurtosis | 477.18159 |
| Mean | 0.01339435872 |
| Median Absolute Deviation (MAD) | 0.0077355 |
| Skewness | 13.75628461 |
| Sum | 210.371798 |
| Variance | 0.0003896725741 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.040639 | 201 | 1.3% |
| 0.000999 | 48 | 0.3% |
| 0.000805 | 45 | 0.3% |
| 0.000961 | 43 | 0.3% |
| 0.000767 | 43 | 0.3% |
| 0.009519 | 42 | 0.3% |
| 0.00596 | 41 | 0.3% |
| 0.001062 | 41 | 0.3% |
| 0.00178 | 33 | 0.2% |
| 0.041117 | 33 | 0.2% |
| Other values (7365) | 15136 |
| Value | Count | Frequency (%) |
| 0.000672 | 12 | |
| 0.000676 | 12 | |
| 0.000677 | 6 | |
| 0.000678 | 8 | |
| 0.000684 | 5 | < 0.1% |
| 0.00069 | 6 | |
| 0.000692 | 3 | < 0.1% |
| 0.000696 | 1 | < 0.1% |
| 0.0007 | 14 | |
| 0.000703 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.507115 | 1 | |
| 0.367622 | 1 | |
| 0.355366 | 1 | |
| 0.352788 | 1 | |
| 0.34513 | 1 | |
| 0.330984 | 1 | |
| 0.306951 | 1 | |
| 0.298435 | 1 | |
| 0.298203 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| group | sales_rank | category | avg_rating | Degree | Eccentricity | closnesscentrality | harmonicclosnesscentrality | betweenesscentrality | modularity_class | triangles | eigencentrality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Book | 677416 | 5 | 0.0 | 4 | 15 | 0.118611 | 0.132235 | 6912.075529 | 1 | 2 | 0.011472 |
| 1 | Book | 114176 | 6 | 2.5 | 5 | 14 | 0.132713 | 0.144622 | 192859.314100 | 11 | 0 | 0.008007 |
| 2 | Book | 17693 | 3 | 4.0 | 15 | 13 | 0.133024 | 0.147982 | 16412.905790 | 31 | 18 | 0.027384 |
| 3 | Book | 144348 | 4 | 5.0 | 5 | 15 | 0.112518 | 0.124056 | 872.181754 | 32 | 7 | 0.016311 |
| 4 | Book | 31834 | 6 | 4.0 | 3 | 16 | 0.107723 | 0.120212 | 15401.467030 | 1 | 0 | 0.008706 |
| 5 | Video | 23333 | 5 | 4.0 | 3 | 14 | 0.114112 | 0.123397 | 1.166667 | 13 | 2 | 0.008597 |
| 6 | Book | 933676 | 2 | 4.5 | 5 | 13 | 0.132219 | 0.147805 | 80117.122420 | 31 | 0 | 0.016302 |
| 7 | Book | 721162 | 6 | 0.0 | 2 | 12 | 0.141804 | 0.157337 | 9672.096135 | 20 | 0 | 0.010110 |
| 8 | Video | 4828 | 7 | 4.0 | 2 | 13 | 0.112924 | 0.131663 | 0.000000 | 12 | 1 | 0.042528 |
| 9 | Book | 135990 | 4 | 4.5 | 1 | 13 | 0.128498 | 0.138891 | 0.000000 | 15 | 0 | 0.008058 |
Last rows
| group | sales_rank | category | avg_rating | Degree | Eccentricity | closnesscentrality | harmonicclosnesscentrality | betweenesscentrality | modularity_class | triangles | eigencentrality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15696 | DVD | 16004 | 9 | 4.0 | 5 | 17 | 0.078382 | 0.085968 | 31109.625000 | 21 | 2 | 0.009852 |
| 15697 | DVD | 60555 | 7 | 3.5 | 2 | 15 | 0.092729 | 0.103359 | 0.000000 | 5 | 1 | 0.008214 |
| 15698 | DVD | 751 | 0 | 4.5 | 5 | 14 | 0.101895 | 0.114713 | 29801.394320 | 5 | 0 | 0.006946 |
| 15699 | DVD | 32323 | 6 | 2.5 | 3 | 15 | 0.092730 | 0.103402 | 2.666667 | 5 | 2 | 0.007793 |
| 15700 | DVD | 4495 | 7 | 5.0 | 9 | 11 | 0.132696 | 0.142182 | 455.437637 | 3 | 1 | 0.008894 |
| 15701 | DVD | 9049 | 4 | 5.0 | 1 | 18 | 0.072785 | 0.078137 | 0.000000 | 37 | 0 | 0.000760 |
| 15702 | Book | 215515 | 1 | 3.5 | 4 | 16 | 0.109370 | 0.117918 | 7477.816157 | 17 | 0 | 0.007388 |
| 15703 | DVD | 4018 | 0 | 4.0 | 10 | 15 | 0.092735 | 0.103648 | 1465.591871 | 5 | 17 | 0.017475 |
| 15704 | Book | 58312 | 2 | 5.0 | 2 | 17 | 0.097291 | 0.106060 | 20.326934 | 1 | 0 | 0.001543 |
| 15705 | Book | 34810 | 1 | 5.0 | 5 | 15 | 0.098067 | 0.107415 | 1.750000 | 35 | 6 | 0.017470 |